{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# -*- coding: utf-8 -*-\n",
    "from scipy.integrate import odeint \n",
    "import numpy as np "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def lorenz(w, t, p, r, b): \n",
    "    # 给出位置矢量w，和三个参数p, r, b计算出\n",
    "    # dx/dt, dy/dt, dz/dt的值\n",
    "    x, y, z = w\n",
    "    # 直接与lorenz的计算公式对应 \n",
    "    return np.array([p*(y-x), x*(r-z)-y, x*y-b*z]) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "t = np.arange(0, 40, 0.01) # 创建时间点 \n",
    "# 调用ode对lorenz进行求解, 用两个不同的初始值 \n",
    "track1 = odeint(lorenz, (0.0, 1.00, 0.0), t, args=(10.0, 28.0, 3.0)) \n",
    "track2 = odeint(lorenz, (0.0, 1.01, 0.0), t, args=(10.0, 28.0, 3.0)) \n",
    "track3 = odeint(lorenz, (0.1, 1.03, 0.0), t, args=(10.0, 28.0, 3.0)) \n",
    "delta_tr=track1-track3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 绘图\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "import matplotlib.pyplot as plt "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "ax = Axes3D(fig)\n",
    "ax.plot(track1[:,0], track1[:,1], track1[:,2],c='r')\n",
    "#ax.plot(track2[:,0], track2[:,1], track2[:,2])\n",
    "ax.plot(track3[:,0], track3[:,1], track3[:,2],c='g')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "ax = Axes3D(fig)\n",
    "\n",
    "ax.plot(delta_tr[:,0], delta_tr[:,1], delta_tr[:,2],c='g')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
